{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "kernelspec": {
      "display_name": "Python 3",
      "language": "python",
      "name": "python3"
    },
    "language_info": {
      "codemirror_mode": {
        "name": "ipython",
        "version": 3
      },
      "file_extension": ".py",
      "mimetype": "text/x-python",
      "name": "python",
      "nbconvert_exporter": "python",
      "pygments_lexer": "ipython3",
      "version": "3.7.6"
    },
    "colab": {
      "name": "yamnet_visualization.ipynb",
      "provenance": []
    }
  },
  "cells": [
    {
      "cell_type": "code",
      "metadata": {
        "id": "xcZmKVHusxQT"
      },
      "source": [
        "# Copyright 2019 The TensorFlow Authors All Rights Reserved.\n",
        "#\n",
        "# Licensed under the Apache License, Version 2.0 (the \"License\");\n",
        "# you may not use this file except in compliance with the License.\n",
        "# You may obtain a copy of the License at\n",
        "#\n",
        "#     http://www.apache.org/licenses/LICENSE-2.0\n",
        "#\n",
        "# Unless required by applicable law or agreed to in writing, software\n",
        "# distributed under the License is distributed on an \"AS IS\" BASIS,\n",
        "# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.\n",
        "# See the License for the specific language governing permissions and\n",
        "# limitations under the License.\n",
        "# =============================================================================="
      ],
      "execution_count": 1,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "0sDpjNbksxQa"
      },
      "source": [
        "# Visualization of the YAMNet audio event classification model.\n",
        "# See https://github.com/tensorflow/models/tree/master/research/audioset/yamnet/\n",
        "#\n",
        "# This notebook can be run in Google Colab at https://colab.research.google.com\n",
        "# by either downloading this ipynb and uploading it, or by looking up the\n",
        "# notebook directly on GitHub in Colab's \"Open notebook\" dialog."
      ],
      "execution_count": 2,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "hnI3jFRHs-N7",
        "outputId": "24b5696f-e4cb-4d49-bddc-40ab3ef211b9",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "source": [
        "# Install required packages.\n",
        "!pip install soundfile\n",
        "!git clone https://github.com/tensorflow/models.git\n",
        "%cd models/research/audioset/yamnet\n",
        "\n",
        "# Download YAMNet data\n",
        "!curl -O https://storage.googleapis.com/audioset/yamnet.h5\n",
        "\n",
        "# Download audio for testing\n",
        "!curl -O https://storage.googleapis.com/audioset/speech_whistling2.wav\n",
        "\n",
        "!ls -l"
      ],
      "execution_count": 3,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Collecting soundfile\n",
            "  Downloading https://files.pythonhosted.org/packages/eb/f2/3cbbbf3b96fb9fa91582c438b574cff3f45b29c772f94c400e2c99ef5db9/SoundFile-0.10.3.post1-py2.py3-none-any.whl\n",
            "Requirement already satisfied: cffi>=1.0 in /usr/local/lib/python3.6/dist-packages (from soundfile) (1.14.3)\n",
            "Requirement already satisfied: pycparser in /usr/local/lib/python3.6/dist-packages (from cffi>=1.0->soundfile) (2.20)\n",
            "Installing collected packages: soundfile\n",
            "Successfully installed soundfile-0.10.3.post1\n",
            "Cloning into 'models'...\n",
            "remote: Enumerating objects: 67, done.\u001b[K\n",
            "remote: Counting objects: 100% (67/67), done.\u001b[K\n",
            "remote: Compressing objects: 100% (65/65), done.\u001b[K\n",
            "remote: Total 46144 (delta 26), reused 43 (delta 2), pack-reused 46077\u001b[K\n",
            "Receiving objects: 100% (46144/46144), 551.17 MiB | 32.01 MiB/s, done.\n",
            "Resolving deltas: 100% (31621/31621), done.\n",
            "/content/models/research/audioset/yamnet\n",
            "  % Total    % Received % Xferd  Average Speed   Time    Time     Time  Current\n",
            "                                 Dload  Upload   Total   Spent    Left  Speed\n",
            "100 14.5M  100 14.5M    0     0  17.0M      0 --:--:-- --:--:-- --:--:-- 17.0M\n",
            "  % Total    % Received % Xferd  Average Speed   Time    Time     Time  Current\n",
            "                                 Dload  Upload   Total   Spent    Left  Speed\n",
            "100  153k  100  153k    0     0  1314k      0 --:--:-- --:--:-- --:--:-- 1314k\n",
            "total 15296\n",
            "-rw-r--r-- 1 root root     7816 Oct 22 17:31 export.py\n",
            "-rw-r--r-- 1 root root     7490 Oct 22 17:31 features.py\n",
            "-rw-r--r-- 1 root root     2307 Oct 22 17:31 inference.py\n",
            "-rw-r--r-- 1 root root     1847 Oct 22 17:31 params.py\n",
            "-rw-r--r-- 1 root root     5012 Oct 22 17:31 README.md\n",
            "-rw-r--r-- 1 root root   157484 Oct 22 17:31 speech_whistling2.wav\n",
            "-rw-r--r-- 1 root root    14096 Oct 22 17:31 yamnet_class_map.csv\n",
            "-rw-r--r-- 1 root root 15296092 Oct 22 17:31 yamnet.h5\n",
            "-rw-r--r-- 1 root root     5549 Oct 22 17:31 yamnet.py\n",
            "-rw-r--r-- 1 root root     2564 Oct 22 17:31 yamnet_test.py\n",
            "-rw-r--r-- 1 root root   140923 Oct 22 17:31 yamnet_visualization.ipynb\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "M0woGtbhsxQg"
      },
      "source": [
        "# Imports.\n",
        "import numpy as np\n",
        "import soundfile as sf\n",
        "\n",
        "import matplotlib.pyplot as plt\n",
        "\n",
        "import params as yamnet_params\n",
        "import yamnet as yamnet_model\n",
        "import tensorflow as tf"
      ],
      "execution_count": 4,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "jt2v3i94sxQl"
      },
      "source": [
        "# Read in the audio.\n",
        "wav_file_name = 'speech_whistling2.wav'\n",
        "wav_data, sr = sf.read(wav_file_name, dtype=np.int16)\n",
        "waveform = wav_data / 32768.0"
      ],
      "execution_count": 5,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "HiLKl_rVUqHJ",
        "outputId": "1a7c0344-6dd0-4228-9e62-611ad8847f84",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "source": [
        "# The graph is designed for a sampling rate of 16 kHz, but higher rates should work too.\n",
        "# We also generate scores at a 10 Hz frame rate.\n",
        "params = yamnet_params.Params(sample_rate=sr, patch_hop_seconds=0.1)\n",
        "print(\"Sample rate =\", params.sample_rate)"
      ],
      "execution_count": 6,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Sample rate = 16000\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "bHNJU9JUsxQs"
      },
      "source": [
        "# Set up the YAMNet model.\n",
        "class_names = yamnet_model.class_names('yamnet_class_map.csv')\n",
        "yamnet = yamnet_model.yamnet_frames_model(params)\n",
        "yamnet.load_weights('yamnet.h5')"
      ],
      "execution_count": 7,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "XCrhG2WrsxQx"
      },
      "source": [
        "# Run the model.\n",
        "scores, embeddings, spectrogram = yamnet(waveform)\n",
        "scores = scores.numpy()\n",
        "spectrogram = spectrogram.numpy()"
      ],
      "execution_count": 8,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "XN67xLQasxQ2",
        "outputId": "9b0744bd-bc2f-4996-c9d9-c7ad2e08725a",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 483
        }
      },
      "source": [
        "# Visualize the results.\n",
        "plt.figure(figsize=(10, 8))\n",
        "\n",
        "# Plot the waveform.\n",
        "plt.subplot(3, 1, 1)\n",
        "plt.plot(waveform)\n",
        "plt.xlim([0, len(waveform)])\n",
        "# Plot the log-mel spectrogram (returned by the model).\n",
        "plt.subplot(3, 1, 2)\n",
        "plt.imshow(spectrogram.T, aspect='auto', interpolation='nearest', origin='bottom')\n",
        "\n",
        "# Plot and label the model output scores for the top-scoring classes.\n",
        "mean_scores = np.mean(scores, axis=0)\n",
        "top_N = 10\n",
        "top_class_indices = np.argsort(mean_scores)[::-1][:top_N]\n",
        "plt.subplot(3, 1, 3)\n",
        "plt.imshow(scores[:, top_class_indices].T, aspect='auto', interpolation='nearest', cmap='gray_r')\n",
        "# Compensate for the patch_window_seconds (0.96s) context window to align with spectrogram.\n",
        "patch_padding = (params.patch_window_seconds / 2) / params.patch_hop_seconds\n",
        "plt.xlim([-patch_padding, scores.shape[0] + patch_padding])\n",
        "# Label the top_N classes.\n",
        "yticks = range(0, top_N, 1)\n",
        "plt.yticks(yticks, [class_names[top_class_indices[x]] for x in yticks])\n",
        "_ = plt.ylim(-0.5 + np.array([top_N, 0]))\n"
      ],
      "execution_count": 9,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 720x576 with 3 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    }
  ]
}